{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "heading_collapsed": true,
    "id": "4zW6CU8F69Zp"
   },
   "source": [
    "## Reinforcement learning example with stable-baselines3\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "hidden": true,
    "id": "xIE7qx_a7D0e"
   },
   "source": [
    "[![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/neurogym/neurogym/blob/master/examples/example_neurogym_rl.ipynb)\n",
    "\n",
    "NeuroGym is a toolkit that allows training any network model on many established neuroscience tasks techniques such as standard Supervised Learning or Reinforcement Learning (RL). In this notebook we will use RL to train an LSTM network on the classical Random Dots Motion (RDM) task (Britten et al. 1992).\n",
    "\n",
    "We first show how to install the relevant toolboxes. We then show how build the task of interest (in the example the RDM task), wrapp it with the pass-reward wrapper in one line and visualize the structure of the final task. Finally we train an LSTM network on the task using the A2C algorithm [Mnih et al. 2016](https://arxiv.org/abs/1602.01783) implemented in the [stable-baselines3](https://stable-baselines3.readthedocs.io/en/master/) toolbox, and plot the results.\n",
    "\n",
    "It is straightforward to change the code to train a network on any other available task or using a different RL algorithm (e.g. ACER, PPO2).\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "k3YKMoHkR2xL"
   },
   "source": [
    "### Installation on google colab\n",
    "\n",
    "Uncomment and execute cell below if running on google colab.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 0
    },
    "colab_type": "code",
    "hidden": true,
    "id": "Mp-K8wKGtBoE",
    "outputId": "7d01e64f-7f6e-4e4b-895f-6638f6701bf9",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TensorFlow 1.x selected.\n",
      "Requirement already satisfied: gym in /usr/local/lib/python3.6/dist-packages (0.17.2)\n",
      "Requirement already satisfied: scipy in /usr/local/lib/python3.6/dist-packages (from gym) (1.4.1)\n",
      "Requirement already satisfied: cloudpickle<1.4.0,>=1.2.0 in /usr/local/lib/python3.6/dist-packages (from gym) (1.3.0)\n",
      "Requirement already satisfied: numpy>=1.10.4 in /usr/local/lib/python3.6/dist-packages (from gym) (1.18.5)\n",
      "Requirement already satisfied: pyglet<=1.5.0,>=1.4.0 in /usr/local/lib/python3.6/dist-packages (from gym) (1.5.0)\n",
      "Requirement already satisfied: future in /usr/local/lib/python3.6/dist-packages (from pyglet<=1.5.0,>=1.4.0->gym) (0.16.0)\n",
      "fatal: destination path 'neurogym' already exists and is not an empty directory.\n",
      "/content/neurogym\n",
      "Obtaining file:///content/neurogym\n",
      "Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from neurogym==0.0.1) (1.18.5)\n",
      "Requirement already satisfied: gym in /usr/local/lib/python3.6/dist-packages (from neurogym==0.0.1) (0.17.2)\n",
      "Requirement already satisfied: matplotlib in /usr/local/lib/python3.6/dist-packages (from neurogym==0.0.1) (3.2.2)\n",
      "Requirement already satisfied: pyglet<=1.5.0,>=1.4.0 in /usr/local/lib/python3.6/dist-packages (from gym->neurogym==0.0.1) (1.5.0)\n",
      "Requirement already satisfied: scipy in /usr/local/lib/python3.6/dist-packages (from gym->neurogym==0.0.1) (1.4.1)\n",
      "Requirement already satisfied: cloudpickle<1.4.0,>=1.2.0 in /usr/local/lib/python3.6/dist-packages (from gym->neurogym==0.0.1) (1.3.0)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->neurogym==0.0.1) (1.2.0)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->neurogym==0.0.1) (2.4.7)\n",
      "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib->neurogym==0.0.1) (0.10.0)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->neurogym==0.0.1) (2.8.1)\n",
      "Requirement already satisfied: future in /usr/local/lib/python3.6/dist-packages (from pyglet<=1.5.0,>=1.4.0->gym->neurogym==0.0.1) (0.16.0)\n",
      "Requirement already satisfied: six in /usr/local/lib/python3.6/dist-packages (from cycler>=0.10->matplotlib->neurogym==0.0.1) (1.12.0)\n",
      "Installing collected packages: neurogym\n",
      "  Found existing installation: neurogym 0.0.1\n",
      "    Can't uninstall 'neurogym'. No files were found to uninstall.\n",
      "  Running setup.py develop for neurogym\n",
      "Successfully installed neurogym\n",
      "Requirement already up-to-date: stable-baselines in /usr/local/lib/python3.6/dist-packages (2.10.0)\n",
      "Requirement already satisfied, skipping upgrade: scipy in /usr/local/lib/python3.6/dist-packages (from stable-baselines) (1.4.1)\n",
      "Requirement already satisfied, skipping upgrade: opencv-python in /usr/local/lib/python3.6/dist-packages (from stable-baselines) (4.1.2.30)\n",
      "Requirement already satisfied, skipping upgrade: numpy in /usr/local/lib/python3.6/dist-packages (from stable-baselines) (1.18.5)\n",
      "Requirement already satisfied, skipping upgrade: matplotlib in /usr/local/lib/python3.6/dist-packages (from stable-baselines) (3.2.2)\n",
      "Requirement already satisfied, skipping upgrade: gym[atari,classic_control]>=0.11 in /usr/local/lib/python3.6/dist-packages (from stable-baselines) (0.17.2)\n",
      "Requirement already satisfied, skipping upgrade: joblib in /usr/local/lib/python3.6/dist-packages (from stable-baselines) (0.15.1)\n",
      "Requirement already satisfied, skipping upgrade: cloudpickle>=0.5.5 in /usr/local/lib/python3.6/dist-packages (from stable-baselines) (1.3.0)\n",
      "Requirement already satisfied, skipping upgrade: pandas in /usr/local/lib/python3.6/dist-packages (from stable-baselines) (1.0.5)\n",
      "Requirement already satisfied, skipping upgrade: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->stable-baselines) (2.4.7)\n",
      "Requirement already satisfied, skipping upgrade: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->stable-baselines) (2.8.1)\n",
      "Requirement already satisfied, skipping upgrade: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->stable-baselines) (1.2.0)\n",
      "Requirement already satisfied, skipping upgrade: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib->stable-baselines) (0.10.0)\n",
      "Requirement already satisfied, skipping upgrade: pyglet<=1.5.0,>=1.4.0 in /usr/local/lib/python3.6/dist-packages (from gym[atari,classic_control]>=0.11->stable-baselines) (1.5.0)\n",
      "Requirement already satisfied, skipping upgrade: Pillow; extra == \"atari\" in /usr/local/lib/python3.6/dist-packages (from gym[atari,classic_control]>=0.11->stable-baselines) (7.0.0)\n",
      "Requirement already satisfied, skipping upgrade: atari-py~=0.2.0; extra == \"atari\" in /usr/local/lib/python3.6/dist-packages (from gym[atari,classic_control]>=0.11->stable-baselines) (0.2.6)\n",
      "Requirement already satisfied, skipping upgrade: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas->stable-baselines) (2018.9)\n",
      "Requirement already satisfied, skipping upgrade: six>=1.5 in /usr/local/lib/python3.6/dist-packages (from python-dateutil>=2.1->matplotlib->stable-baselines) (1.12.0)\n",
      "Requirement already satisfied, skipping upgrade: future in /usr/local/lib/python3.6/dist-packages (from pyglet<=1.5.0,>=1.4.0->gym[atari,classic_control]>=0.11->stable-baselines) (0.16.0)\n"
     ]
    }
   ],
   "source": [
    "# %tensorflow_version 1.x\n",
    "# # Install gymnasium\n",
    "# ! pip install gymnasium\n",
    "# # Install neurogym\n",
    "# ! git clone https://github.com/neurogym/neurogym.git\n",
    "# %cd neurogym/\n",
    "# ! pip install -e .\n",
    "# # Install stable-baselines3\n",
    "# ! pip install stable-baselines3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "jzF5leN1R2xU"
   },
   "source": [
    "### Task\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "1vb3YFfIoOA4"
   },
   "source": [
    "here we build the Random Dots Motion task, specifying the duration of each trial period (fixation, stimulus, decision) and wrapp it with the pass-reward wrapper which appends the previous reward to the observation. We then plot the structure of the task in a figure that shows:\n",
    "\n",
    "1. The observations received by the agent (top panel).\n",
    "2. The actions taken by a random agent and the correct action at each timestep (second panel).\n",
    "3. The rewards provided by the environment at each timestep (third panel).\n",
    "4. The performance of the agent at each trial (bottom panel).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "RaH9CcJdHY5G",
    "outputId": "25cc6eaa-0531-4e53-df94-c8fe3979aaf0"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['arial'] not found. Falling back to DejaVu Sans.\n",
      "findfont: Font family ['arial'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### PerceptualDecisionMaking\n",
      "Doc: Two-alternative forced choice task in which the subject has to\n",
      "    integrate two stimuli to decide which one is higher on average.\n",
      "\n",
      "    Args:\n",
      "        stim_scale: Controls the difficulty of the experiment. (def: 1., float)\n",
      "        sigma: float, input noise level\n",
      "        dim_ring: int, dimension of ring input and output\n",
      "    \n",
      "Reference paper \n",
      "[The analysis of visual motion: a comparison of neuronal and psychophysical performance](https://www.jneurosci.org/content/12/12/4745)\n",
      "\n",
      "Period timing (ms) \n",
      "fixation : constant 300\n",
      "stimulus : constant 500\n",
      "delay : constant 0\n",
      "decision : constant 300\n",
      "\n",
      "Reward structure \n",
      "abort : -0.1\n",
      "correct : 1.0\n",
      "fail : 0.0\n",
      "\n",
      "Tags: perceptual, two-alternative, supervised.\n",
      "\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import gymnasium as gym\n",
    "import neurogym as ngym\n",
    "from neurogym.wrappers import pass_reward\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "# Task name\n",
    "name = 'PerceptualDecisionMaking-v0'\n",
    "# task specification (here we only specify the duration of the different trial periods)\n",
    "timing = {'fixation': ('constant', 300),\n",
    "          'stimulus': ('constant', 500),\n",
    "          'decision': ('constant', 300)}\n",
    "kwargs = {'dt': 100, 'timing': timing}\n",
    "# build task\n",
    "env = gym.make(name, **kwargs)\n",
    "# print task properties\n",
    "print(env)\n",
    "# wrapp task with pass-reward wrapper\n",
    "env = pass_reward.PassReward(env)\n",
    "# plot example trials with random agent\n",
    "data = ngym.utils.plot_env(env, fig_kwargs={'figsize': (12, 12)}, num_steps=100, ob_traces=['Fixation cue', 'Stim 1', 'Stim 2', 'Previous reward'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "OCFMPbzX38Wj"
   },
   "source": [
    "### Train a network\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "code_folding": [],
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "jAxTPbzL38Wl",
    "outputId": "b7370af5-5628-4cb3-e734-3accfe0fb0e9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:\n",
      "The TensorFlow contrib module will not be included in TensorFlow 2.0.\n",
      "For more information, please see:\n",
      "  * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md\n",
      "  * https://github.com/tensorflow/addons\n",
      "  * https://github.com/tensorflow/io (for I/O related ops)\n",
      "If you depend on functionality not listed there, please file an issue.\n",
      "\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/stable_baselines/common/tf_util.py:191: The name tf.ConfigProto is deprecated. Please use tf.compat.v1.ConfigProto instead.\n",
      "\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/stable_baselines/common/tf_util.py:200: The name tf.Session is deprecated. Please use tf.compat.v1.Session instead.\n",
      "\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/stable_baselines/common/policies.py:116: The name tf.variable_scope is deprecated. Please use tf.compat.v1.variable_scope instead.\n",
      "\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/stable_baselines/common/input.py:25: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n",
      "\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/stable_baselines/common/policies.py:420: flatten (from tensorflow.python.layers.core) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use keras.layers.flatten instead.\n",
      "WARNING:tensorflow:From /tensorflow-1.15.2/python3.6/tensorflow_core/python/layers/core.py:332: Layer.apply (from tensorflow.python.keras.engine.base_layer) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Please use `layer.__call__` method instead.\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/stable_baselines/common/tf_layers.py:123: The name tf.get_variable is deprecated. Please use tf.compat.v1.get_variable instead.\n",
      "\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/stable_baselines/common/distributions.py:326: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead.\n",
      "\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/stable_baselines/common/distributions.py:327: The name tf.log is deprecated. Please use tf.math.log instead.\n",
      "\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/stable_baselines/a2c/a2c.py:158: The name tf.summary.scalar is deprecated. Please use tf.compat.v1.summary.scalar instead.\n",
      "\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/stable_baselines/common/tf_util.py:449: The name tf.get_collection is deprecated. Please use tf.compat.v1.get_collection instead.\n",
      "\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/stable_baselines/common/tf_util.py:449: The name tf.GraphKeys is deprecated. Please use tf.compat.v1.GraphKeys instead.\n",
      "\n",
      "WARNING:tensorflow:From /tensorflow-1.15.2/python3.6/tensorflow_core/python/ops/clip_ops.py:301: where (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use tf.where in 2.0, which has the same broadcast rule as np.where\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/stable_baselines/a2c/a2c.py:182: The name tf.train.RMSPropOptimizer is deprecated. Please use tf.compat.v1.train.RMSPropOptimizer instead.\n",
      "\n",
      "WARNING:tensorflow:From /tensorflow-1.15.2/python3.6/tensorflow_core/python/training/rmsprop.py:119: calling Ones.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Call initializer instance with the dtype argument instead of passing it to the constructor\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/stable_baselines/a2c/a2c.py:192: The name tf.global_variables_initializer is deprecated. Please use tf.compat.v1.global_variables_initializer instead.\n",
      "\n",
      "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/stable_baselines/a2c/a2c.py:194: The name tf.summary.merge_all is deprecated. Please use tf.compat.v1.summary.merge_all instead.\n",
      "\n",
      "---------------------------------\n",
      "| explained_variance | -0.477   |\n",
      "| fps                | 10       |\n",
      "| nupdates           | 1        |\n",
      "| policy_entropy     | 1.1      |\n",
      "| total_timesteps    | 5        |\n",
      "| value_loss         | 0.00289  |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | -0.907   |\n",
      "| fps                | 351      |\n",
      "| nupdates           | 1000     |\n",
      "| policy_entropy     | 1.1      |\n",
      "| total_timesteps    | 5000     |\n",
      "| value_loss         | 0.0147   |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.517    |\n",
      "| fps                | 356      |\n",
      "| nupdates           | 2000     |\n",
      "| policy_entropy     | 1.07     |\n",
      "| total_timesteps    | 10000    |\n",
      "| value_loss         | 0.554    |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.182    |\n",
      "| fps                | 359      |\n",
      "| nupdates           | 3000     |\n",
      "| policy_entropy     | 1.05     |\n",
      "| total_timesteps    | 15000    |\n",
      "| value_loss         | 0.0563   |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.558    |\n",
      "| fps                | 358      |\n",
      "| nupdates           | 4000     |\n",
      "| policy_entropy     | 0.808    |\n",
      "| total_timesteps    | 20000    |\n",
      "| value_loss         | 0.166    |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.99     |\n",
      "| fps                | 358      |\n",
      "| nupdates           | 5000     |\n",
      "| policy_entropy     | 0.189    |\n",
      "| total_timesteps    | 25000    |\n",
      "| value_loss         | 0.00343  |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.991    |\n",
      "| fps                | 360      |\n",
      "| nupdates           | 6000     |\n",
      "| policy_entropy     | 0.117    |\n",
      "| total_timesteps    | 30000    |\n",
      "| value_loss         | 0.00305  |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.914    |\n",
      "| fps                | 362      |\n",
      "| nupdates           | 7000     |\n",
      "| policy_entropy     | 0.212    |\n",
      "| total_timesteps    | 35000    |\n",
      "| value_loss         | 0.013    |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.957    |\n",
      "| fps                | 362      |\n",
      "| nupdates           | 8000     |\n",
      "| policy_entropy     | 0.0404   |\n",
      "| total_timesteps    | 40000    |\n",
      "| value_loss         | 0.026    |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.934    |\n",
      "| fps                | 360      |\n",
      "| nupdates           | 9000     |\n",
      "| policy_entropy     | 0.27     |\n",
      "| total_timesteps    | 45000    |\n",
      "| value_loss         | 0.011    |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.976    |\n",
      "| fps                | 360      |\n",
      "| nupdates           | 10000    |\n",
      "| policy_entropy     | 0.509    |\n",
      "| total_timesteps    | 50000    |\n",
      "| value_loss         | 0.00139  |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.991    |\n",
      "| fps                | 360      |\n",
      "| nupdates           | 11000    |\n",
      "| policy_entropy     | 0.0325   |\n",
      "| total_timesteps    | 55000    |\n",
      "| value_loss         | 0.00196  |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.996    |\n",
      "| fps                | 361      |\n",
      "| nupdates           | 12000    |\n",
      "| policy_entropy     | 0.211    |\n",
      "| total_timesteps    | 60000    |\n",
      "| value_loss         | 0.000678 |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.684    |\n",
      "| fps                | 361      |\n",
      "| nupdates           | 13000    |\n",
      "| policy_entropy     | 0.2      |\n",
      "| total_timesteps    | 65000    |\n",
      "| value_loss         | 0.00527  |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.968    |\n",
      "| fps                | 361      |\n",
      "| nupdates           | 14000    |\n",
      "| policy_entropy     | 0.424    |\n",
      "| total_timesteps    | 70000    |\n",
      "| value_loss         | 0.00391  |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.851    |\n",
      "| fps                | 362      |\n",
      "| nupdates           | 15000    |\n",
      "| policy_entropy     | 0.384    |\n",
      "| total_timesteps    | 75000    |\n",
      "| value_loss         | 0.0313   |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.977    |\n",
      "| fps                | 361      |\n",
      "| nupdates           | 16000    |\n",
      "| policy_entropy     | 0.0187   |\n",
      "| total_timesteps    | 80000    |\n",
      "| value_loss         | 0.00316  |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.994    |\n",
      "| fps                | 362      |\n",
      "| nupdates           | 17000    |\n",
      "| policy_entropy     | 0.0252   |\n",
      "| total_timesteps    | 85000    |\n",
      "| value_loss         | 0.000824 |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.957    |\n",
      "| fps                | 362      |\n",
      "| nupdates           | 18000    |\n",
      "| policy_entropy     | 0.206    |\n",
      "| total_timesteps    | 90000    |\n",
      "| value_loss         | 0.00319  |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.992    |\n",
      "| fps                | 363      |\n",
      "| nupdates           | 19000    |\n",
      "| policy_entropy     | 0.0935   |\n",
      "| total_timesteps    | 95000    |\n",
      "| value_loss         | 0.00294  |\n",
      "---------------------------------\n",
      "---------------------------------\n",
      "| explained_variance | 0.978    |\n",
      "| fps                | 363      |\n",
      "| nupdates           | 20000    |\n",
      "| policy_entropy     | 0.0645   |\n",
      "| total_timesteps    | 100000   |\n",
      "| value_loss         | 0.000502 |\n",
      "---------------------------------\n"
     ]
    }
   ],
   "source": [
    "import warnings\n",
    "from stable_baselines3.common.policies import LstmPolicy\n",
    "from stable_baselines3.common.vec_env import DummyVecEnv\n",
    "from stable_baselines3 import A2C  # ACER, PPO2\n",
    "warnings.filterwarnings('default')\n",
    "\n",
    "# Optional: PPO2 requires a vectorized environment to run\n",
    "# the env is now wrapped automatically when passing it to the constructor\n",
    "env = DummyVecEnv([lambda: env])\n",
    "\n",
    "model = A2C(LstmPolicy, env, verbose=1, policy_kwargs={'feature_extraction':\"mlp\"})\n",
    "model.learn(total_timesteps=100000, log_interval=1000)\n",
    "env.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "svUQlptJAVv9"
   },
   "source": [
    "### Visualize results\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "qPrh-kiI8rbB",
    "outputId": "be1e5cbf-23e0-49ca-8468-a93836888772"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "### PerceptualDecisionMaking\n",
      "Doc: Two-alternative forced choice task in which the subject has to\n",
      "    integrate two stimuli to decide which one is higher on average.\n",
      "\n",
      "    Args:\n",
      "        stim_scale: Controls the difficulty of the experiment. (def: 1., float)\n",
      "        sigma: float, input noise level\n",
      "        dim_ring: int, dimension of ring input and output\n",
      "    \n",
      "Reference paper \n",
      "[The analysis of visual motion: a comparison of neuronal and psychophysical performance](https://www.jneurosci.org/content/12/12/4745)\n",
      "\n",
      "Period timing (ms) \n",
      "fixation : constant 300\n",
      "stimulus : constant 500\n",
      "delay : constant 0\n",
      "decision : constant 300\n",
      "\n",
      "Reward structure \n",
      "abort : -0.1\n",
      "correct : 1.0\n",
      "fail : 0.0\n",
      "\n",
      "Tags: perceptual, two-alternative, supervised.\n",
      "\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 864x864 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "env = gym.make(name, **kwargs)\n",
    "# print task properties\n",
    "print(env)\n",
    "# wrapp task with pass-reward wrapper\n",
    "env = pass_reward.PassReward(env)\n",
    "env = DummyVecEnv([lambda: env])\n",
    "# plot example trials with random agent\n",
    "data = ngym.utils.plot_env(env, fig_kwargs={'figsize': (12, 12)}, num_steps=100, ob_traces=['Fixation cue', 'Stim 1', 'Stim 2', 'Previous reward'], model=model)\n"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "collapsed_sections": [],
   "include_colab_link": true,
   "name": "example_neurogym_rl.ipynb",
   "provenance": []
  },
  "hide_input": false,
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
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   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
